{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from collections import defaultdict\n",
    "import gzip\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pylab as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(194161, 9)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_parents = 8\n",
    "dp_2L = np.load(gzip.open('DP_2L.npy.gz', 'rb'))\n",
    "dp_2L.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "17.0 14.0\n",
      "23.0 22.0\n",
      "31.0 29.0\n",
      "28.0 24.0\n",
      "32.0 27.0\n",
      "31.0 31.0\n",
      "25.0 24.0\n",
      "24.0 20.0\n"
     ]
    }
   ],
   "source": [
    "for i in range(num_parents):\n",
    "    print(np.median(dp_2L[:,i]), np.median(dp_2L[50000:150000,i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "window_size = 200000\n",
    "parent_DP_windows = [defaultdict(list) for i in range(num_parents)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def insert_in_window(row):\n",
    "    for parent in range(num_parents):\n",
    "        parent_DP_windows[parent][row[-1] // window_size].append(row[parent])\n",
    "\n",
    "insert_in_window_v = np.vectorize(insert_in_window, signature='(n)->()')\n",
    "_ = insert_in_window_v(dp_2L)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, num_parents // 2, figsize=(16, 9), sharex=True, sharey=True, squeeze=True)\n",
    "for parent in range(num_parents):\n",
    "    ax = axs[parent // 4][parent % 4]\n",
    "    parent_data = parent_DP_windows[parent]\n",
    "    ax.set_ylim(10, 40)\n",
    "    ax.plot(*zip(*[(win*window_size, np.mean(lst)) for win, lst in parent_data.items()]), '.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
